This report presents an exploratory data analysis of the diabetes dataset, focusing on key risk factors and their relationships with diabetes prevalence. The visualizations below include both static and interactive plots for a comprehensive understanding.
Pie chart showing the proportion of diabetic vs. non-diabetic individuals.
Interactive histogram with KDE overlay for BMI distribution.
Stacked bar chart showing the percentage of diabetic individuals by high blood pressure status.
Interactive violin plot comparing BMI distributions for diabetic and non-diabetic individuals.
Interactive scatter plot showing BMI vs. Age, colored by diabetes status.
Heatmap showing correlations between all variables, with stronger colors indicating higher correlations.
Composite plot summarizing key risk factors for diabetes (prevalence, BMI, HighBP, Age).
Recommendations: Focus on screening programs for individuals with high BMI and hypertension, and promote lifestyle interventions like physical activity to reduce diabetes risk.